{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.transform import resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "src_texture = plt.imread('../data/texture6.jpg').astype(np.float32)\n",
    "target_img = plt.imread('../data/bill.jpg').astype(np.float32)\n",
    "h, w, c = src_texture.shape\n",
    "block_size = 30\n",
    "overlap_size = int(block_size / 6)\n",
    "\n",
    "assert block_size < min(h, w)\n",
    "\n",
    "y_max, x_max = h - block_size, w - block_size\n",
    "dh, dw = h * 2, w * 2\n",
    "\n",
    "nx_blocks = ny_blocks = max(dh, dw) // block_size\n",
    "w_new = h_new = nx_blocks * block_size - (nx_blocks - 1) * overlap_size\n",
    "n_blocks = nx_blocks * ny_blocks\n",
    "xs = np.arange(x_max)\n",
    "ys = np.arange(y_max)\n",
    "all_blocks = np.array([src_texture[y:y + block_size, x:x + block_size] for x in xs for y in ys])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize_img normalizes our output to be between 0 and 1\n",
    "def normalize_img(im):\n",
    "    img = im.copy()\n",
    "    img += np.abs(np.min(img))\n",
    "    img /= np.max(img)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2)\n",
    "\n",
    "ax[0,0].imshow(normalize_img(src_texture))\n",
    "ax[0,0].set_title('Source texture')\n",
    "ax[0,0].axis('off')\n",
    "\n",
    "ax[0,1].imshow(normalize_img(target_img))\n",
    "ax[0,1].set_title('Target image')\n",
    "ax[0,1].axis('off')\n",
    "\n",
    "ax[1,0].imshow(normalize_img(np.sum(src_texture, axis=-1)), cmap='gray')\n",
    "ax[1,0].set_title('Source correspondance map')\n",
    "ax[1,0].axis('off')\n",
    "\n",
    "ax[1,1].imshow(normalize_img(np.sum(target_img, axis=-1)), cmap='gray')\n",
    "ax[1,1].set_title('Target correspondance map')\n",
    "ax[1,1].axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lousc\\Anaconda3\\envs\\py3-6\\lib\\site-packages\\skimage\\transform\\_warps.py:105: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n",
      "C:\\Users\\lousc\\Anaconda3\\envs\\py3-6\\lib\\site-packages\\skimage\\transform\\_warps.py:110: UserWarning: Anti-aliasing will be enabled by default in skimage 0.15 to avoid aliasing artifacts when down-sampling images.\n",
      "  warn(\"Anti-aliasing will be enabled by default in skimage 0.15 to \"\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# resize target correspondance:\n",
    "# np.sum(src_texture, axis=-1)\n",
    "target_cmap = np.sum(src_texture, axis=-1).astype(int)\n",
    "target_cmap = resize(target_cmap, (h_new, w_new), preserve_range=True)\n",
    "target_img = resize(target_img, (h_new, w_new), preserve_range=True)\n",
    "plt.imshow(target_cmap, cmap='gray')\n",
    "# target_cmap = ((target_cmap_nrm+1) * target_cmap.max()) # put target_cmap back in orignal range\n",
    "# all_cm_blocks_target = np.array([target_cmap[y:y + block_size, x:x + block_size] for x in xs for y in ys])\n",
    "all_cm_blocks_target = np.sum(all_blocks, axis=-1)\n",
    "# all_blocks = np.array([src_texture[y:y + block_size, x:x + block_size] for x in xs for y in ys])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def l2_top_bottom(patch_top, patch_bottom, patch_curr, patch_dst,\n",
    "                                          alpha):\n",
    "    block_top  = patch_top[-overlap_size:, :]\n",
    "    maxy = min(block_top.shape[1], block_size)\n",
    "    if patch_bottom.ndim == 3:\n",
    "        block_bottom = patch_bottom[:overlap_size]\n",
    "        block_bottom = block_bottom[:, :maxy]\n",
    "    elif patch_bottom.ndim == 4:\n",
    "        block_bottom = patch_bottom[:, :overlap_size]\n",
    "        block_bottom = block_bottom[:, :, :maxy]\n",
    "#     (1,5,3) (23312,1,9,3) /\n",
    "    \n",
    "    top_cost  = alpha * l2_loss(block_top, block_bottom)\n",
    "    curr_patch_intensities = np.sum(patch_curr, axis=-1)\n",
    "    y2 = min(curr_patch_intensities.shape[0], block_size)\n",
    "    top_cost += (1-alpha) * corr_loss(curr_patch_intensities[:y2, :], all_cm_blocks_target[:, :y2, :])\n",
    "    \n",
    "    return top_cost\n",
    "\n",
    "def l2_left_right(patch_left, patch_right, patch_curr, patch_dst,\n",
    "                                          alpha):\n",
    "    block_left  = patch_left[:, -overlap_size:]\n",
    "    \n",
    "    if patch_right.ndim == 3:\n",
    "        block_right = patch_right[:, :overlap_size]\n",
    "    elif patch_right.ndim == 4:\n",
    "        block_right = patch_right[:, :, :overlap_size]\n",
    "    \n",
    "    # overlap error\n",
    "    left_cost = alpha * l2_loss(block_left, block_right)\n",
    "    # add correspondance error\n",
    "    curr_patch_intensities = np.sum(patch_curr, axis=-1)\n",
    "    x2 = min(curr_patch_intensities.shape[1], block_size)\n",
    "    left_cost += (1-alpha) * corr_loss(curr_patch_intensities[:, :x2], all_cm_blocks_target[:, :, :x2])\n",
    "    \n",
    "    return left_cost\n",
    "\n",
    "def corr_loss(block_1, block_2):\n",
    "    return np.sum(np.sum((block_1 - block_2) ** 2, axis=-1), axis=-1)\n",
    "\n",
    "def l2_loss(block_1, block_2):\n",
    "    sqdfs = np.sum((block_1 - block_2) ** 2, axis=-1)\n",
    "    return np.sqrt(np.sum(np.sum(sqdfs, axis=-1), axis=-1))\n",
    "\n",
    "def select_min_patch(patches, cost, tolerance=0.1):\n",
    "    min_cost = np.min(cost)\n",
    "    upper_cost_bound = min_cost + tolerance * min_cost\n",
    "    # pick random patch within tolerance\n",
    "    patch = patches[np.random.choice(np.argwhere(cost <= upper_cost_bound).flatten())]\n",
    "    return patch\n",
    "\n",
    "def compute_error_surface(block_1, block_2, alpha=0.5):\n",
    "    return np.sum((block_1 - block_2) ** 2, axis=-1)\n",
    "\n",
    "def min_vert_path(error_surf_vert):\n",
    "    top_min_path = np.zeros((block_size), dtype=np.int)\n",
    "    top_min_path[0] = np.argmin(error_surf_vert[0, :], axis=0)\n",
    "    for i in range(1, block_size):\n",
    "        err_mid_v = error_surf_vert[i, :]\n",
    "        mid_v = err_mid_v[top_min_path[i - 1]]\n",
    "\n",
    "        err_left = np.roll(error_surf_vert[i, :], 1, axis=0)\n",
    "        err_left[0] = np.inf\n",
    "        left = err_left[top_min_path[i - 1]]\n",
    "\n",
    "        err_right = np.roll(error_surf_vert[i, :], -1, axis=0)\n",
    "        err_right[-1] = np.inf\n",
    "        right = err_right[top_min_path[i - 1]]\n",
    "\n",
    "        next_poss_pts_v = np.vstack((left, mid_v, right))\n",
    "        new_pts_ind_v = top_min_path[i - 1] + (np.argmin(next_poss_pts_v, axis=0) - 1)\n",
    "        top_min_path[i] = new_pts_ind_v\n",
    "\n",
    "    return top_min_path\n",
    "\n",
    "def min_hor_path(error_surf_hor):\n",
    "    left_min_path = np.zeros((block_size), dtype=np.int)\n",
    "    left_min_path[0] = np.argmin(error_surf_hor[:, 0], axis=0)\n",
    "    for i in range(1, block_size):\n",
    "        err_mid_h = error_surf_hor[:, i]\n",
    "        mid_h = err_mid_h[left_min_path[i - 1]]\n",
    "\n",
    "        err_top = np.roll(error_surf_hor[:, i], 1, axis=0)\n",
    "        err_top[0] = np.inf\n",
    "        top = err_top[left_min_path[i - 1]]\n",
    "\n",
    "        err_bot = np.roll(error_surf_hor[:, i], -1, axis=0)\n",
    "        err_bot[-1] = np.inf\n",
    "        bot = err_bot[left_min_path[i - 1]]\n",
    "\n",
    "        next_poss_pts_h = np.vstack((top, mid_h, bot))\n",
    "        new_pts_ind_h = left_min_path[i - 1] + (np.argmin(next_poss_pts_h, axis=0) - 1)\n",
    "        left_min_path[i] = new_pts_ind_h\n",
    "        \n",
    "    return left_min_path\n",
    "\n",
    "\n",
    "def compute_lr_join(block_left, block_right, error_surf_vert=None):\n",
    "    if error_surf_vert is None:\n",
    "        error_surf_vert = compute_error_surface(block_right, block_left)\n",
    "    \n",
    "    vert_path = min_vert_path(error_surf_vert)\n",
    "    yy, xx = np.meshgrid(np.arange(block_size), np.arange(overlap_size))\n",
    "    vert_mask = xx.T <= np.tile(np.expand_dims(vert_path, 1), overlap_size)\n",
    "    \n",
    "    lr_join = np.zeros_like(block_left)\n",
    "    lr_join[:, :][vert_mask]  = block_left[vert_mask]\n",
    "    lr_join[:, :][~vert_mask] = block_right[~vert_mask]\n",
    "    \n",
    "    return lr_join\n",
    "\n",
    "def compute_bt_join(block_top, block_bottom, error_surf_hor=None):\n",
    "    if error_surf_hor is None:\n",
    "        error_surf_hor = compute_error_surface(block_bottom, block_top)\n",
    "\n",
    "    hor_path = min_hor_path(error_surf_hor)\n",
    "    yy, xx = np.meshgrid(np.arange(block_size), np.arange(overlap_size))\n",
    "    hor_mask = (xx.T <= np.tile(np.expand_dims(hor_path, 1), overlap_size)).T\n",
    "    \n",
    "    bt_join = np.zeros_like(block_top)\n",
    "    bt_join[:, :][hor_mask] = block_top[hor_mask]\n",
    "    bt_join[:, :][~hor_mask] = block_bottom[~hor_mask]\n",
    "\n",
    "    return bt_join\n",
    "\n",
    "def lr_bt_join_double(best_left_block, right_block, best_top_block, bottom_block):\n",
    "    error_surf_hor  = compute_error_surface(best_left_block, right_block)\n",
    "    \n",
    "    maxy = min(bottom_block.shape[1], block_size)\n",
    "    best_top_block = best_top_block[:, :maxy]\n",
    "    error_surf_vert = compute_error_surface(best_top_block, bottom_block)\n",
    "\n",
    "    vert_contrib = np.zeros_like(error_surf_vert)\n",
    "    hor_contrib  = np.zeros_like(error_surf_hor)\n",
    "\n",
    "    vert_contrib[:, :overlap_size] += (error_surf_hor[:overlap_size, :] + error_surf_vert[:, :overlap_size])/2\n",
    "    hor_contrib[:overlap_size, :]  += (error_surf_vert[:, :overlap_size] + error_surf_hor[:overlap_size, :])/2\n",
    "\n",
    "    error_surf_vert += vert_contrib\n",
    "    error_surf_hor  += hor_contrib\n",
    "\n",
    "    left_right_join = compute_lr_join(right_block, best_left_block, error_surf_vert=error_surf_hor)\n",
    "    bottom_top_join = compute_bt_join(bottom_block, best_top_block, error_surf_hor=error_surf_vert)\n",
    "    \n",
    "    return left_right_join, bottom_top_join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha = 0.10, block size = 30\n",
      "alpha = 0.30, block size = 30\n",
      "alpha = 0.50, block size = 30\n",
      "alpha = 0.70, block size = 30\n",
      "alpha = 0.90, block size = 30\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now turn this into a loop:\n",
    "target_height = h_new\n",
    "target_width = w_new\n",
    "target = np.zeros((target_height, target_width, c), dtype=target_img.dtype)\n",
    "target = target_img.copy()\n",
    "\n",
    "N = 5\n",
    "for i in range(N):\n",
    "    \n",
    "    overlap_size = int(block_size / 6)\n",
    "\n",
    "    assert block_size < min(h, w)\n",
    "\n",
    "    y_max, x_max = h - block_size, w - block_size\n",
    "    \n",
    "#     dh, dw = h * 2, w * 2\n",
    "#     print(dw, dh)\n",
    "#     nx_blocks = ny_blocks = max(dh, dw) // block_size\n",
    "    \n",
    "#     w_new = h_new = nx_blocks * block_size - (nx_blocks - 1) * overlap_size\n",
    "\n",
    "    xs = np.arange(x_max)\n",
    "    ys = np.arange(y_max)\n",
    "    all_blocks = np.array([src_texture[y:y + block_size, x:x + block_size] for x in xs for y in ys])\n",
    "    all_cm_blocks_target = np.sum(all_blocks, axis=-1)\n",
    "    \n",
    "    y_begin = 0\n",
    "    y_end = block_size\n",
    "    \n",
    "    alpha_i = 0.8 * (i / (N - 1)) + 0.1\n",
    "\n",
    "    print('alpha = %.2f, block size = %d' % (alpha_i, block_size))\n",
    "    step = block_size - overlap_size\n",
    "    \n",
    "    for y in range(ny_blocks):\n",
    "\n",
    "        x_begin = 0\n",
    "        x_end = block_size\n",
    "\n",
    "        for x in range(nx_blocks):\n",
    "            if x == 0 and y == 0:\n",
    "                # randomly select top left patch\n",
    "                r = np.random.randint(len(all_blocks))\n",
    "                random_patch = all_blocks[r]\n",
    "                target[y_begin:y_end, x_begin:x_end] = random_patch\n",
    "\n",
    "                x_begin = x_end\n",
    "                x_end  += step\n",
    "\n",
    "                continue\n",
    "\n",
    "            xa, xb = x_begin - block_size, x_begin\n",
    "            ya, yb = y_begin - block_size, y_begin\n",
    "\n",
    "            if y == 0:\n",
    "                y1 = 0\n",
    "                y2 = block_size\n",
    "#                 print(x,y, x_end)\n",
    "                left_patch = target[y1:y2, xa:xb]\n",
    "                left_block = left_patch[:, -overlap_size:]\n",
    "                \n",
    "                current_patch = target[y2-block_size:y2, x_end-block_size:x_end]\n",
    "                target_cm = target_cmap[y2-block_size:y2, x_end-block_size:x_end]\n",
    "                \n",
    "                left_cost  = l2_left_right(patch_left=left_patch, patch_right=all_blocks, \n",
    "                                           patch_curr=current_patch, patch_dst=target_cm,\n",
    "                                          alpha=alpha_i)\n",
    "                best_right_patch = select_min_patch(all_blocks, left_cost)\n",
    "                best_right_block = best_right_patch[:, :overlap_size]\n",
    "                \n",
    "                left_right_join = compute_lr_join(left_block, best_right_block)\n",
    "                # join left and right blocks\n",
    "                full_join = np.hstack((target[y1:y2, xa:xb-overlap_size], left_right_join, best_right_patch[:, overlap_size:]))\n",
    "                \n",
    "                xm = target[y1:y2, xa:x_end].shape[1]\n",
    "                target[y1:y2, xa:x_end] = full_join[:, :xm]\n",
    "            else:\n",
    "                if x == 0:\n",
    "                    x1 = 0\n",
    "                    x2 = block_size\n",
    "                    top_patch = target[ya:yb, x1:x2]\n",
    "                    top_block = top_patch[-overlap_size:, :]\n",
    "                    \n",
    "                    current_patch = target[y_end-block_size:y_end, x2-block_size:x2]\n",
    "                    target_cm = target_cmap[y_end-block_size:y_end, x2-block_size:x2]\n",
    "                    \n",
    "                    top_cost = l2_top_bottom(patch_top=top_patch, patch_bottom=all_blocks, \n",
    "                                             patch_curr=current_patch, patch_dst=target_cm,\n",
    "                                          alpha=alpha_i)\n",
    "                    best_bottom_patch = select_min_patch(all_blocks, top_cost)\n",
    "                    best_bottom_block = best_bottom_patch[:overlap_size, :]\n",
    "\n",
    "                    # join top and bottom blocks\n",
    "                    top_bottom_join = compute_bt_join(top_block, best_bottom_block)\n",
    "                    full_join = np.vstack((target[ya:yb-overlap_size, x1:x2], top_bottom_join, best_bottom_patch[overlap_size:, :]))\n",
    "                    \n",
    "                    xm = target[ya:y_end, x1:x2].shape[1]\n",
    "                    target[ya:y_end, x1:x2] = full_join[:, :xm]\n",
    "                else:\n",
    "                    # overlap is L-shaped\n",
    "                    y1, y2 = y_begin - overlap_size, y_end\n",
    "                    x1, x2 = x_begin - overlap_size, x_end\n",
    "\n",
    "                    left_patch = target[y1:y2, xa:xb]\n",
    "                    top_patch = target[ya:yb, x1:x2]\n",
    "\n",
    "                    left_block = left_patch[:, -overlap_size:]\n",
    "                    top_block = top_patch[-overlap_size:, :]\n",
    "                    \n",
    "                    current_patch = target[y2-block_size:y2, x_end-block_size:x_end]\n",
    "                    target_cm = target_cmap[y2-block_size:y2, x_end-block_size:x_end]\n",
    "\n",
    "                    left_cost  = l2_left_right(patch_left=left_patch, patch_right=all_blocks, \n",
    "                                           patch_curr=current_patch, patch_dst=target_cm,\n",
    "                                          alpha=alpha_i)\n",
    "                    \n",
    "                    top_cost = l2_top_bottom(patch_top=top_patch, patch_bottom=all_blocks, \n",
    "                                             patch_curr=current_patch, patch_dst=target_cm,\n",
    "                                          alpha=alpha_i)\n",
    "\n",
    "                    best_right_patch = best_bottom_patch = select_min_patch(all_blocks, top_cost + left_cost)\n",
    "\n",
    "                    best_right_block = best_right_patch[:, :overlap_size]\n",
    "                    best_bottom_block = best_bottom_patch[:overlap_size, :]\n",
    "\n",
    "                    left_right_join, top_bottom_join = lr_bt_join_double(best_right_block, left_block, best_bottom_block, top_block)\n",
    "                    # join left and right blocks\n",
    "                    full_lr_join = np.hstack((target[y1:y2, xa:xb-overlap_size], left_right_join, best_right_patch[:, overlap_size:]))\n",
    "\n",
    "                    # join top and bottom blocks\n",
    "                    full_tb_join = np.vstack((target[ya:yb-overlap_size, x1:x2], top_bottom_join, best_bottom_patch[overlap_size:, :]))\n",
    "\n",
    "                    target[ya:y_end, x1:x2] = full_tb_join\n",
    "                    target[y1:y2, xa:x_end] = full_lr_join\n",
    "\n",
    "            x_begin = x_end\n",
    "            x_end  += step\n",
    "            if x_end > w_new:\n",
    "                x_end = w_new\n",
    "\n",
    "        y_begin = y_end\n",
    "        y_end  += step\n",
    "        \n",
    "        if y_end > h_new:\n",
    "            y_end = h_new\n",
    "    # todo: reduce block size by a third each iteration\n",
    "#     block_size = block_size // 3\n",
    "#     nx_blocks *= 3\n",
    "#     ny_blocks *= 3\n",
    "    \n",
    "plt.title('Full example')\n",
    "plt.imshow(normalize_img(target))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imsave('texture6_transfer.jpg', normalize_img(target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2)\n",
    "\n",
    "ax[0,0].imshow(normalize_img(src_texture))\n",
    "ax[0,0].set_title('Source texture')\n",
    "ax[0,0].axis('off')\n",
    "\n",
    "ax[0,1].imshow(normalize_img(target_img))\n",
    "ax[0,1].set_title('Target image')\n",
    "ax[0,1].axis('off')\n",
    "\n",
    "ax[1,0].imshow(normalize_img(np.sum(src_texture, axis=-1)), cmap='gray')\n",
    "ax[1,0].set_title('Source correspondance map')\n",
    "ax[1,0].axis('off')\n",
    "\n",
    "ax[1,1].imshow(normalize_img(np.sum(target_img, axis=-1)), cmap='gray')\n",
    "ax[1,1].set_title('Target correspondance map')\n",
    "ax[1,1].axis('off')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
